Prepare Data for SVD Analysis¶

Creating svd file for columns-tempC

SVD¶

Loading svd file for columns-tempC

Precision of SVD Resconstrucion¶

Full Reconstruction & Lower Rank Reconstruction¶

Diff: 1.3770813968863879e-14
Diff reconstruction: 0.13866720846890032

Average SVD Error¶

Dates to Concept - SVD_U¶

Towns to Concept - SVD_V¶

Singular Vector - SVD_S¶

'27547.85471611179; 2918.577375171262; 605.7732786928999; 377.36417918907324; 296.9208091592298; 199.5606543813198; 183.49716036457932; 143.5882730538173; 95.67930516285381; 83.22247497080755; 78.31404044849725; 63.91003443290747; 59.0467868030134; 39.5154895247992; 31.605120082334825; 24.027235903836317; 20.227353567358406; 12.607033166740308; 11.883497383468871; 9.77996235830056; 6.338784352245379; 4.555202911881297; 2.8643492683476612; 2.656838152091133; 2.4871702863896212; 1.0476183836022077; 0.7652085870396705; 0.6630285467841264; 0.6527173492144429; 0.6330526038606932; 0.6203536525253059; 0.6198046818149816; 0.6193351729217211; 0.6184866748738297; 0.6171359349136901; 0.6139475903774; 0.6135960477746216; 0.6130146800328069; 0.6125770027935504; 0.612008630869711; 0.6110614255387559; 0.6106840828178; 0.6103421729719489; 0.6088518256628869; 0.6085547272112355; 0.6078499048492179; 0.6070164348253828; 0.6065782482386373; 0.6059556211089833; 0.6058275302893463; 0.6045566860120796; 0.6034293809818784; 0.6028820661402732; 0.6023068524639499; 0.6018673804507703; 0.6006730341656424; 0.5995099494788051; 0.5988288439560745; 0.5980111726539701; 0.5971823374187342; 0.596870138877403; 0.5961686400987329; 0.5954372404126628; 0.5946459726623752; 0.5938823437113973; 0.5933934884561012; 0.5920630404355994; 0.5911683938034368; 0.5898266650650767; 0.588869698978888; 0.5875746185055094; 0.5857403364160683'

SVD Maps¶

Ploting map for k = 0
Ploting map for k = 1
Ploting map for k = 2
Ploting map for k = 3
Ploting map for k = 4

Export to HTML¶

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 14058420 bytes to output/columns-tempC_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-tempC_svd_files/
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Making directory ./columns-tempC_svd_files
[NbConvertApp] Writing 63640 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']